The landscape of artificial intelligence has undergone a significant transformation with the emergence of edge AI. This paradigm shift involves processing data locally on devices rather than relying on centralized cloud infrastructure. Edge AI empowers autonomous systems to make instantaneous decisions at the endpoint, reducing latency and enhancin